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bm-iot's Introduction

IoT Benchmark using Apache Storm [VLDB/TPCTC-2016]

IoT Micro-benchmarks

Task Name Category
XML Parsing Parse
Bloom Filter Filter
Average Statistical
Distinct Appox. Count Statistical
Kalman Filter Statistical
Second Order Moment Statistical
Decision Tree Classify Predictive
Multi-variate Linear Reg. Predictive
Sliding Linear Regression Predictive
Azure Blob D/L IO
Azure Blob U/L IO
Azure Table Query IO
MQTT Publish IO

Application benchmarks

App. Name Code
Pre-processing & statistical summarization dataflow STATS
Predictive Analytics dataflow PRED

FCAST

  • Steps to run benchmark's
  • Once cloned run
    mvn clean compile package -DskipTests
    
  • To submit jar microbenchmarks-
storm jar <stormJarPath>   in.dream_lab.bm.stream_iot.storm.topo.micro.MicroTopologyDriver  C  <microTaskName>  <inputDataFilePath used by CustomEventGen and spout>   PLUG-<expNum>  <rate as 1x,2x>  <outputLogPath>   <tasks.properties File Path>   <TopoName>


  • For microTaskName please refer switch logic in MicroTopologyFactory class in package "in.dream_lab.bm.stream_iot.storm.topo.micro"

Please refer the paper for detailed info - http://arxiv.org/abs/1606.07621

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